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Arjun Krishnakumar

2 accepted papers

2022

NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies

NeurIPS 2022accept

Zero-cost proxies (ZC proxies) are a recent architecture performance prediction technique aiming to significantly speed up algorithms for neural architecture search (NAS). Recent work has shown that these techniques show great promise, but certain aspects, such as evaluating and exploiting their com…

2022

NAS-Bench-Suite: NAS Evaluation is (Now) Surprisingly Easy

ICLR 2022poster

The release of tabular benchmarks, such as NAS-Bench-101 and NAS-Bench-201, has significantly lowered the computational overhead for conducting scientific research in neural architecture search (NAS). Although they have been widely adopted and used to tune real-world NAS algorithms, these benchmarks…